Chapter
Apr 26, 2012
Extreme Value Analysis Model for Censored Sample and Its Application to the Measurement Data
Authors: Masataka Yamaguchi [email protected] and Yoshio Hatada [email protected]Author Affiliations
Publication: Ocean Wave Measurement and Analysis (2001)
Abstract
Applicability of the extreme value analysis model calculating the parameter with the least square method (LSM) for a censored sample is investigated through a large scale Monte-Carlo simulation. The study shows that the LSM model with a jackknife method may yield under- or over-estimation for either the return value or its variance in the upper and double censoring cases with smaller sample size, whereas the model gives rise to precise estimates in the lower censoring and uncensored cases. Also, analyses for the measurement samples with different types of missing data reveal that the LSM model may produce an estimate of the return value comparable to the maximum likelihood method (MLM) model for a censored sample but a greater variance of the return value. This indicates that the LSM estimate is statistically less efficient than the MLM estimate.
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© 2002 American Society of Civil Engineers.
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Published online: Apr 26, 2012
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Professor, Department of Civil and Environmental Engineering, Faculty of Engineering, Ehime University, Bunkyocho 3, Matsuyama 790-8577, Ehime Prefecture, Japan. E-mail: [email protected]
Research Assistant, Department of Civil and Environmental Engineering, Faculty of Engineering, Ehime University, Bunkyocho 3, Matsuyama 790-8577, Ehime Prefecture, Japan. E-mail: [email protected]
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